Real ChatGPT answer · index seedtLsbyTnxlyQcompleteBeauty and personal care · anti-aginginformational

How do I patch test a new budget retinol eye cream properly so I do not waste money on something that causes allergic reactions

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I patch test a new budget retinol eye cream properly so I do not waste money on something that causes allergic reactions
2 real searches · 1 real-search pass
American Academy of Dermatology how to test skin care products at home patch test 7 to 10 days retinol eye cream irritationGoogle ↗
OBSERVEDConsequence
DermNet topical retinoid irritation allergic contact dermatitis patch testing skincare productsGoogle ↗
OBSERVEDConsequence

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (2)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
American Academy of Dermatology how to test skin care products at home patch test 7 to 10 days retinol eye cream irritation Google ↗
DermNet topical retinoid irritation allergic contact dermatitis patch testing skincare products Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology how to test skin care products at home patch test 7 to 10 days retinol eye cream irritation
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
DermNet topical retinoid irritation allergic contact dermatitis patch testing skincare products
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1